Researcher Portal

Longitudinal data, civil rights heritage sites, census demographics, equity indicators, and cross-dataset analysis for academics and analysts.

The Researcher Portal — longitudinal data, civil rights heritage, and equity analysis.

Who Is This For?

Academic researchers, policy analysts, graduate students, and journalists studying Montgomery. The Researcher Portal provides methodological transparency, precise data citations, civil rights historical context, and interdisciplinary analysis tools.

Available Datasets

Dataset	What It Shows	Updated
311 Service Requests	Citizen-reported issues with full field detail	Real-time
Business Licenses	Longitudinal license data with NAICS codes	As issued
Code Violations	Enforcement patterns with spatial data	Real-time
Census Tracts	Demographics — ~4,000 people per unit	2020 Census
Census Block Groups	Demographics — ~600-3,000 people per unit	2020 Census
Census Blocks	Demographics — individual block level	2020 Census
All boundary layers	Council districts, neighborhoods, zoning, flood zones	Varies

Map Layers

The Researcher Portal map shows all available layers including:

• 311 Service Requests — Spatial distribution patterns
• Business Licenses — Economic activity mapping
• Code Violations — Enforcement pattern visualization
• Census boundaries — Demographic overlay layers
• Civil Rights Heritage Sites — Historical landmarks and march routes
• Council Districts — Toggleable boundary overlay

Sub-Pages

Civil Rights Heritage Layer

Civil Rights Heritage Layer — 10 landmarks and 2 historic march routes on an interactive timeline.

An interactive map overlay showcasing Montgomery’s pivotal role in the civil rights movement. The heritage layer includes:

• 10 historically significant landmarks — including:
  • Rosa Parks Museum
  • Legacy Museum
  • Dexter Avenue King Memorial Baptist Church
  • National Memorial for Peace and Justice
  • Freedom Rides Museum
  • And 5 more key sites
• 2 historic march routes — Traced on the map:
  • 1955 Bus Boycott Route — The path of the Montgomery Bus Boycott
  • 1965 Selma-to-Montgomery March Route — The historic voting rights march
• AI-powered exploration — Ask the AI to fly to any landmark on the map for a closer look and historical context

Demographics Dashboard

Demographics Dashboard — census data, equity indicators, and per-district comparisons.

A visual breakdown of Montgomery’s population data with equity analysis:

• 2020 Census racial breakdown — Population composition across the city
• Per-district equity indicators — For each of the 9 council districts:
  • 311 request volumes
  • Code violation counts
  • Service ratios (requests per capita)
• Comparative analysis — Identify which districts receive more or fewer city services relative to population

Example AI Questions

Spatial Analysis

“What’s the spatial distribution of code violations by census tract?”

Civil Rights History

“What civil rights landmarks are in Montgomery?”

Fly to Landmark

“Fly to the Rosa Parks Museum”

Demographics

“Show me the racial demographics breakdown by district”

Equity Analysis

“Are 311 services equitably distributed across districts?”

Pre/Post Analysis

“Compare pre and post-pandemic permit activity”

Research Angles

The AI assistant proactively suggests interdisciplinary connections:

• Public safety + workforce — How do police staffing shortages correlate with crime patterns?
• Economic development + demographics — How does business license activity map against income levels?
• Land use + environmental justice — Are vacant properties and nuisance complaints concentrated in historically marginalized neighborhoods?
• Data center impact + community — How might the Meta/DC BLOX investments affect surrounding property values and infrastructure demand?
• Civil rights + urban planning — How have historical patterns of segregation shaped current service delivery equity?

What the AI Can Do

The Researcher Portal AI assistant:

• Cites dataset names, field names, record counts, and date ranges precisely
• Surfaces data limitations, methodology changes, and potential confounders
• Suggests cross-dataset analyses for richer findings
• References Montgomery’s unique historical position as a case study
• Notes how findings could be communicated to the public
• Maintains methodological transparency throughout
• Can fly to civil rights landmarks on the map for visual exploration

AI Actions

Action	What It Does
fly_to_civil_rights_landmark	Pans and zooms the map to a specific civil rights landmark with historical context

Data caveat: Code violation reporting methodology changed in 2021 (switch to QAlert system), creating a discontinuity in year-over-year comparisons. The AI will flag this automatically when relevant.